"I'm Not Gonna Miss You" was initiated by Julian Raymond who pitched an idea of recording the song to James Keach, director of Glen Campbell: I'll Be Me, who eventually decided to use the footage of the recording session as one of the final scenes in the documentary.[2] Raymond discussed the inspiration behind the song:[2]
[Campbell] had a hard day of people asking him about Alzheimer's and how he felt about it. He didn't talk too much about it, but came up to me and said, 'I don't know what everybody's worried about. It's not like I'm going to miss anyone, anyway.' [...] The song by design is simple. I knew we couldn't do something like "Wichita Lineman" that had complicated key changes or bigger-range stuff.
The song was recorded over four takes within one day. The song also features the members of The Wrecking Crew, the musicians that Campbell had collaborated with before.[2] It was recorded in January 2013 in Los Angeles, and is part of the soundtrack for Glen Campbell: I'll Be Me which premiered on October 24, 2014.[6][7]
In a virtual duet with Glen Campbell, Elton John released "I'm Not Gonna Miss You" as the final track of his October 2021 collaborative album The Lockdown Sessions.[11][12]